{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_perm:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "# Permutations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Permutations are a very particular type where each integer value occurs only once. Your algorithm to solve your optimization problem efficiently might need some customization regarding the evolutionary operators. \n",
    "\n",
    "In the following, two examples of permutation problems shall be provided."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Traveling Salesman Problem (TSP)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The traditional traveling salesman problem aims to minimize the time to travel to visit each city exactly once. \n",
    "Since a permutation can start with an arbitrary number, it is advisable to avoid oranges with apples and to repair each individual to start with the index `0`. Therefore, let us define a `Repair` operator as follows: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from pymoo.model.repair import Repair\n",
    "\n",
    "class StartFromZeroRepair(Repair):\n",
    "\n",
    "    def _do(self, problem, pop, **kwargs):\n",
    "        X = pop.get(\"X\")\n",
    "        I = np.where(X == 0)[1]\n",
    "\n",
    "        for k in range(len(X)):\n",
    "            i = I[k]\n",
    "            x = X[k]\n",
    "            _x = np.concatenate([x[i:], x[:i]])\n",
    "            pop[k].set(\"X\", _x)\n",
    "            \n",
    "        return pop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For permutations, the corresponding operators need to be supplied to the `GA` constructor. Here, we choose random permutations, edge recombination crossover, and inversion mutation. Also, the repair defined above is provided.\n",
    "The termination is defined to consider the improvement of the last 200 generations. If the improvement is above a tolerance value (default: `f_tol=1e-6`), the algorithm is considered as terminated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymoo.algorithms.so_genetic_algorithm import GA\n",
    "from pymoo.optimize import minimize\n",
    "from pymoo.factory import get_algorithm, get_crossover, get_mutation, get_sampling\n",
    "from pymoo.problems.single.traveling_salesman import create_random_tsp_problem\n",
    "from pymoo.util.termination.default import SingleObjectiveDefaultTermination\n",
    "\n",
    "problem = create_random_tsp_problem(30, 100, seed=1)\n",
    "\n",
    "algorithm = GA(\n",
    "    pop_size=20,\n",
    "    sampling=get_sampling(\"perm_random\"),\n",
    "    crossover=get_crossover(\"perm_erx\"),\n",
    "    mutation=get_mutation(\"perm_inv\"),\n",
    "    repair=StartFromZeroRepair(),\n",
    "    eliminate_duplicates=True\n",
    ")\n",
    "\n",
    "# if the algorithm did not improve the last 200 generations then it will terminate (and disable the max generations)\n",
    "termination = SingleObjectiveDefaultTermination(n_last=200, n_max_gen=np.inf)\n",
    "\n",
    "res = minimize(\n",
    "    problem,\n",
    "    algorithm,\n",
    "    termination,\n",
    "    seed=1,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Traveling Time: 411.929\n",
      "Function Evaluations: 8200\n"
     ]
    }
   ],
   "source": [
    "print(\"Traveling Time:\", np.round(res.F[0], 3))\n",
    "print(\"Function Evaluations:\", res.algorithm.evaluator.n_eval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/blankjul/workspace/pymoo/pymoo/problems/single/traveling_salesman.py:80: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 375
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.problems.single.traveling_salesman import visualize\n",
    "visualize(problem, res.X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Flowshop Schedule"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This problem is purely optimizing the permutations, and the initial value is not of importance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymoo.problems.single.flowshop_scheduling import create_random_flowshop_problem\n",
    "\n",
    "\n",
    "problem = create_random_flowshop_problem(n_machines=5, n_jobs=10, seed=1)\n",
    "\n",
    "algorithm = GA(\n",
    "    pop_size=20,\n",
    "    eliminate_duplicates=True,\n",
    "    sampling=get_sampling(\"perm_random\"),\n",
    "    crossover=get_crossover(\"perm_ox\"),\n",
    "    mutation=get_mutation(\"perm_inv\"),\n",
    ")\n",
    "\n",
    "termination = SingleObjectiveDefaultTermination(n_last=50, n_max_gen=10000)\n",
    "\n",
    "res = minimize(\n",
    "    problem,\n",
    "    algorithm,\n",
    "    termination,\n",
    "    seed=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Span: 1042.991\n",
      "Function Evaluations: 1300\n"
     ]
    }
   ],
   "source": [
    "print(\"Maximum Span:\", np.round(res.F[0], 3))\n",
    "print(\"Function Evaluations:\", res.algorithm.evaluator.n_eval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 281,
       "width": 371
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.problems.single.flowshop_scheduling import visualize\n",
    "visualize(problem, res.X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<sub>This implementation is based on a contribution made by [Peng-YM](https://github.com/Peng-YM).</sub>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
